Shuo Huai

Postdoc, Nanyang Technological University

Joined

December 2021

Names

Shuo Huai (Preferred)

HUAI SHUO

Emails

****@gmail.com (Confirmed)

****@e.ntu.edu.sg (Confirmed)

****@ntu.edu.sg (Confirmed)

Personal Links

DBLP

Semantic Scholar

Career & Education History

Postdoc

Nanyang Technological University (ntu.edu.sg)

2023 – Present

PhD student

Nanyang Technological University (ntu.edu.sg)

2020 – 2023

Undergrad student

Shandong University (sdu.edu.cn)

2015 – 2019

Advisors, Relations & Conflicts

Postdoc Advisor

Jun Luo

2023 – Present

PhD Advisor

Weichen Liu

2019 – 2023

Expertise

Adversarial attack & defense

2023 – Present

Network compression

2019 – Present

Publications

More Than Meets the Eye? Uncovering the Reasoning-Planning Disconnect in Training Vision-Language Driving Models
Xurui Song, Shuo Huai, Jingjing Jiang, Jiayi Kong, Jun Luo
- Submitted to ICLR 2026
- Readers: Everyone
EvoLP: Self-Evolving Latency Predictor for Model Compression in Real-Time Edge Systems
Shuo Huai, Hao Kong, Shiqing Li, Xiangzhong Luo, Ravi Subramaniam, Christian Makaya, Qian Lin, Weichen Liu
- IEEE Embed. Syst. Lett. 2024
- Readers: Everyone
Pearls Hide Behind Linearity: Simplifying Deep Convolutional Networks for Embedded Hardware Systems via Linearity Grafting
Xiangzhong Luo, Di Liu, Hao Kong, Shuo Huai, Hui Chen, Shiqing Li, Guochu Xiong, Weichen Liu
- ASPDAC 2024
- Readers: Everyone
FedTR: Federated Learning Framework with Transfer Learning for Industrial Visual Inspection
Vikash Sathiamoorthy, Shuo Huai, Hao Kong, Di Liu, Wendy Yong Yi Loy, Christian Makaya, Daren Ho, Ravi Subramaniam, Qian Lin, Weichen Liu
- ACM Great Lakes Symposium on VLSI 2024
- Readers: Everyone
An Efficient Gustavson-Based Sparse Matrix-Matrix Multiplication Accelerator on Embedded FPGAs
Shiqing Li, Shuo Huai, Weichen Liu
- IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2023
- Readers: Everyone
EdgeCompress: Coupling Multidimensional Model Compression and Dynamic Inference for EdgeAI
Hao Kong, Di Liu, Shuo Huai, Xiangzhong Luo, Ravi Subramaniam, Christian Makaya, Qian Lin, Weichen Liu
- IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2023
- Readers: Everyone
On Hardware-Aware Design and Optimization of Edge Intelligence
Shuo Huai, Hao Kong, Xiangzhong Luo, Di Liu, Ravi Subramaniam, Christian Makaya, Qian Lin, Weichen Liu
- IEEE Des. Test 2023
- Readers: Everyone
CRIMP: Compact & Reliable DNN Inference on In-Memory Processing via Crossbar-Aligned Compression and Non-ideality Adaptation
Shuo Huai, Hao Kong, Xiangzhong Luo, Shiqing Li, Ravi Subramaniam, Christian Makaya, Qian Lin, Weichen Liu
- ACM Trans. Embed. Comput. Syst. 2023
- Readers: Everyone
LightNAS: On Lightweight and Scalable Neural Architecture Search for Embedded Platforms
Xiangzhong Luo, Di Liu, Hao Kong, Shuo Huai, Hui Chen, Weichen Liu
- IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2023
- Readers: Everyone
Latency-constrained DNN architecture learning for edge systems using zerorized batch normalization
Shuo Huai, Di Liu, Hao Kong, Weichen Liu, Ravi Subramaniam, Christian Makaya, Qian Lin
- Future Gener. Comput. Syst. 2023
- Readers: Everyone

View all 27 publications

Co-Authors

View all 27 co-authors